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Clustering of temporal event processes 总被引:1,自引:0,他引:1
Tao Pei Xi Gong Shih-Lung Shaw Ting Ma 《International journal of geographical information science》2013,27(3):484-510
A temporal point process is a sequence of points, each representing the occurrence time of an event. Each temporal point process is related to the behavior of an entity. As a result, clustering of temporal point processes can help differentiate between entities, thereby revealing patterns of behaviors. This study proposes a hierarchical cluster method for clustering temporal point processes based on the discrete Fréchet (DF) distance. The DF cluster method is divided into four steps: (1) constructing a DF similarity matrix between temporal point processes; (2) constructing a complete linkage hierarchical tree based on the DF similarity matrix; (3) clustering the point processes with a threshold determined by locating the local maxima on the curve of the pseudo-F statistic (an index which measures the separability between clusters and the compactness in clusters); and (4) identifying inner patterns for each cluster formed by a series of dense intervals, each of which contains at least one event of all processes of the cluster. The contributions of the article are: (1) the proposed DF cluster method can cluster temporal point processes into different groups and (2) more importantly, it can identify the inner pattern of each cluster. Two synthetic data sets were created to illustrate the DF distance between temporal point process clusters (the first data set) and validate the proposed DF cluster method (the second data set), respectively. An experiment and a comparison with a method based on dynamic time warping show that DF cluster successfully identifies the preconfigured patterns in the second synthetic data set. The cluster method was then applied to a population migration history data set for the Northern Plains of the United States, revealing some interesting population migration patterns. 相似文献
123.
以1995 年出版的《中国历史强震目录(公元前23 世纪~ 公元1911 年)》为基础,首先统计了中国历史强震烈度点数量的总体分布情况,然后对历史强震烈度点数量在时间、空间和强度上的分布进行了分析,结果表明中国历史强震的烈度点资料普遍偏少。在时间和强度上,公元1500 年以前,受条件所限很多历史大震没有记载或者有些记载没能流传至今,而流传下来的历史地震也仅有少数烈度点;公元元年以前,史料记载过于简单且有缺漏,导致估定的最大震级记录不超过7 级;公元1500 年以后才开始出现8 级以上大震记录。在空间上,中国东部地区地震记载点明显较西部地区更为翔实。本文对单烈度记载点历史强震情况进行了重点分析,并将既有仪器记录又有宏观考察的现代地震按照历史地震参数获取方法进行处理,以讨论烈度点稀缺对确定历史地震参数的影响。 相似文献
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ABSTRACTSeries of observed flood intervals, defined as the time intervals between successive flood peaks over a threshold, were extracted directly from 11 approximately 100-year streamflow datasets from Queensland, Australia. A range of discharge thresholds were analysed that correspond to return periods of approximately 3.7 months to 6.3 years. Flood interval histograms at South East Queensland gauges were consistently unimodal whereas those of the North and Central Queensland sites were often multimodal. The exponential probability distribution (pd) is often used to describe interval exceedence probabilities, but fitting utilizing the Anderson-Darling statistic found little evidence that it is the most suitable. The fatigue life pd dominated sub-year return periods (<1 year), often transitioning to a log Pearson 3 pd at above-year return periods. Fatigue life pd is used in analysis of the lifetime to structural failure when a threshold is exceeded, and this paper demonstrates its relevance also to the elapsed time between above-threshold floods. At most sites, the interval medians were substantially less than the means for sub-year return periods. Statistically the median is a better measure of the central tendency of skewed distributions but the mean is generally used in practice to describe the classical concept of flood return period.
Editor Z.W. Kundzewicz; Associate editor I. Nalbantis 相似文献
127.
将非等间距数列转化为等间距数列,并建立无偏GM(1,1)模型.通过对非等间距数列的处理,得到适合GM(1,1)建模的等时距数列,并在GM(1,1)模型的基础上,给出非等间距无偏GM(1,1)建模的具体步骤.从理论上证明无偏GM(1,1)能消除GM(1,1)模型的固有偏差,拓宽GM(1,1)的使用范围.最后将模型应用于实际建筑沉降预测中,研究结果表明非等间距无偏(1,1)模型精度高、实用性强. 相似文献
128.
In this paper,a kind of explicit difference scheme to solve nonlinear evolution equations,perfectly keeping the square conservation by adjusting the time step interval,is constructed,from the comprehensive maintenance of the advantages of the implicit complete square conservative scheme and the explicit instantaneous square conservative scheme.The new schemes are based on the thought of adding a small dissipation,but it is different from the small dissipation method.The dissipative term used in the new schemes is not a simple artificial dissipative term,but a so-called(time) harmonious dissipative term that can compensate for the truncation errors from the dissociation of the time differential term.Therefore,the new schemes may have a high time precision and may acquire a satisfactory effect in numerical tests. 相似文献
129.
对拟建设的新疆且末地磁台进行场址勘选,采取十字剖面测量和密跨度测量方法进行地磁场总强度F测量,对测量结果进行初步分析.分析结果表明,且末地磁台的地质条件、磁场梯度分布和背景噪声环境等地磁观测环境条件,符合国家地磁台建设规范的要求,适宜地磁基准台站建设. 相似文献
130.
从表征地震断层错动引起的地震强度的一个力学量(地震矩)出发,依据不同断层性质地震的地震矩与震级的统计关系,反演得到2003年8月16日巴林左旗-阿鲁科尔沁旗地震和2004年3月24日东乌珠穆沁旗地震的震级、断层面积、平均错距、破裂长度以及释放能量等震源参数.在利用不同机构提供的地震矩得到这2次地震面波震级的过程中发现,... 相似文献